diff options
Diffstat (limited to 'arm_compute/runtime/NEON/functions/NEQLSTMLayer.h')
| -rw-r--r-- | arm_compute/runtime/NEON/functions/NEQLSTMLayer.h | 139 |
1 files changed, 72 insertions, 67 deletions
diff --git a/arm_compute/runtime/NEON/functions/NEQLSTMLayer.h b/arm_compute/runtime/NEON/functions/NEQLSTMLayer.h index 77adffd543..acbd92cff7 100644 --- a/arm_compute/runtime/NEON/functions/NEQLSTMLayer.h +++ b/arm_compute/runtime/NEON/functions/NEQLSTMLayer.h @@ -43,8 +43,13 @@ namespace arm_compute class ITensor; class ITensorInfo; class NEQLSTMLayerNormalizationKernel; -class NEGEMMLowpMatrixAReductionKernel; - +namespace cpu +{ +namespace kernels +{ +class CpuGemmLowpMatrixAReductionKernel; +} // namespace kernels +} // namespace cpu /** Basic function to run @ref NEQLSTMLayer * * This function calls the following kernels: @@ -55,7 +60,7 @@ class NEGEMMLowpMatrixAReductionKernel; * -# @ref NECopy Copy kernel for copying output_state_out to output * -# @ref NEGEMMLowpMatrixMultiplyCore Quantized matrix multiplication core. Accumulators are 32-bit integers * -# @ref NEGEMMLowpOutputStage Convert 32-bit integers into QSYMM16 - * -# @ref NEGEMMLowpMatrixAReductionKernel For precomputing effective biases to use + * -# @ref cpu::kernels::CpuGemmLowpMatrixAReductionKernel For precomputing effective biases to use * -# @ref NEPixelWiseMultiplication Elementwise multiplication * -# @ref NETranspose Transpose function for reshaping the weights * */ @@ -250,70 +255,70 @@ private: }; // Functions used - NETranspose _transpose_input_to_forget_weights; - NETranspose _transpose_input_to_cell_weights; - NETranspose _transpose_input_to_output_weights; - NETranspose _transpose_input_to_input_weights; - NETranspose _transpose_recurrent_to_forget_weights; - NETranspose _transpose_recurrent_to_cell_weights; - NETranspose _transpose_recurrent_to_output_weights; - NETranspose _transpose_recurrent_to_input_weights; - NETranspose _transpose_projection_weights; - std::unique_ptr<NEGEMMLowpMatrixAReductionKernel> _input_to_input_reduction; - std::unique_ptr<NEGEMMLowpMatrixAReductionKernel> _recurrent_to_input_reduction; - std::unique_ptr<NEGEMMLowpMatrixAReductionKernel> _input_to_forget_reduction; - std::unique_ptr<NEGEMMLowpMatrixAReductionKernel> _recurrent_to_forget_reduction; - std::unique_ptr<NEGEMMLowpMatrixAReductionKernel> _input_to_cell_reduction; - std::unique_ptr<NEGEMMLowpMatrixAReductionKernel> _recurrent_to_cell_reduction; - std::unique_ptr<NEGEMMLowpMatrixAReductionKernel> _input_to_output_reduction; - std::unique_ptr<NEGEMMLowpMatrixAReductionKernel> _recurrent_to_output_reduction; - std::unique_ptr<NEGEMMLowpMatrixAReductionKernel> _projection_reduction; - NEArithmeticAddition _projection_bias_add; - NEGEMMLowpMatrixMultiplyCore _mm_input_to_forget; - NEGEMMLowpMatrixMultiplyCore _mm_recurrent_to_forget; - NEPixelWiseMultiplication _pixelwise_mul_cell_to_forget; - NEGEMMLowpOutputStage _input_to_forget_outstage; - NEGEMMLowpOutputStage _recurrent_to_forget_outstage; - NEGEMMLowpOutputStage _cell_to_forget_outstage; - NEArithmeticAddition _accumulate_input_recurrent_forget; - NEArithmeticAddition _accumulate_cell_forget; - NEActivationLayer _forget_gate_sigmoid; - NEGEMMLowpMatrixMultiplyCore _mm_input_to_cell; - NEGEMMLowpOutputStage _input_to_cell_outstage; - NEGEMMLowpMatrixMultiplyCore _mm_recurrent_to_cell; - NEGEMMLowpOutputStage _recurrent_to_cell_outstage; - NEArithmeticAddition _accumulate_input_recurrent_modulation; - NEActivationLayer _cell_gate_tanh; - NEArithmeticSubtraction _input_gate_sub; - NEGEMMLowpMatrixMultiplyCore _mm_input_to_input; - NEGEMMLowpOutputStage _input_to_input_outstage; - NEGEMMLowpMatrixMultiplyCore _mm_recurrent_to_input; - NEGEMMLowpOutputStage _recurrent_to_input_outstage; - NEArithmeticAddition _accumulate_input_recurrent_input; - NEPixelWiseMultiplication _pixelwise_mul_cell_to_input; - NEGEMMLowpOutputStage _cell_to_input_outstage; - NEArithmeticAddition _accumulate_cell_input; - NEActivationLayer _input_gate_sigmoid; - NEPixelWiseMultiplication _pixelwise_mul_forget_cell; - NEPixelWiseMultiplication _pixelwise_mul_input_cell; - NEArithmeticAddition _add_forget_cell; - NEActivationLayer _cell_clip; - NEGEMMLowpMatrixMultiplyCore _mm_input_to_output; - NEGEMMLowpOutputStage _input_to_output_outstage; - NEGEMMLowpMatrixMultiplyCore _mm_recurrent_to_output; - NEGEMMLowpOutputStage _recurrent_to_output_outstage; - NEArithmeticAddition _accumulate_input_recurrent_output; - NEPixelWiseMultiplication _pixelwise_mul_cell_to_output; - NEGEMMLowpOutputStage _cell_to_output_outstage; - NEArithmeticAddition _accumulate_cell_to_output; - NEActivationLayer _output_gate_sigmoid; - NEActivationLayer _hidden_tanh; - NEPixelWiseMultiplication _pixelwise_mul_hidden; - NEGEMMLowpOutputStage _hidden_outstage; - NEGEMMLowpMatrixMultiplyCore _mm_projection; - NEGEMMLowpOutputStage _projection_outstage; - NEArithmeticAddition _accumulate_projection; - NEActivationLayer _projection_clip; + NETranspose _transpose_input_to_forget_weights; + NETranspose _transpose_input_to_cell_weights; + NETranspose _transpose_input_to_output_weights; + NETranspose _transpose_input_to_input_weights; + NETranspose _transpose_recurrent_to_forget_weights; + NETranspose _transpose_recurrent_to_cell_weights; + NETranspose _transpose_recurrent_to_output_weights; + NETranspose _transpose_recurrent_to_input_weights; + NETranspose _transpose_projection_weights; + std::unique_ptr<cpu::kernels::CpuGemmLowpMatrixAReductionKernel> _input_to_input_reduction; + std::unique_ptr<cpu::kernels::CpuGemmLowpMatrixAReductionKernel> _recurrent_to_input_reduction; + std::unique_ptr<cpu::kernels::CpuGemmLowpMatrixAReductionKernel> _input_to_forget_reduction; + std::unique_ptr<cpu::kernels::CpuGemmLowpMatrixAReductionKernel> _recurrent_to_forget_reduction; + std::unique_ptr<cpu::kernels::CpuGemmLowpMatrixAReductionKernel> _input_to_cell_reduction; + std::unique_ptr<cpu::kernels::CpuGemmLowpMatrixAReductionKernel> _recurrent_to_cell_reduction; + std::unique_ptr<cpu::kernels::CpuGemmLowpMatrixAReductionKernel> _input_to_output_reduction; + std::unique_ptr<cpu::kernels::CpuGemmLowpMatrixAReductionKernel> _recurrent_to_output_reduction; + std::unique_ptr<cpu::kernels::CpuGemmLowpMatrixAReductionKernel> _projection_reduction; + NEArithmeticAddition _projection_bias_add; + NEGEMMLowpMatrixMultiplyCore _mm_input_to_forget; + NEGEMMLowpMatrixMultiplyCore _mm_recurrent_to_forget; + NEPixelWiseMultiplication _pixelwise_mul_cell_to_forget; + NEGEMMLowpOutputStage _input_to_forget_outstage; + NEGEMMLowpOutputStage _recurrent_to_forget_outstage; + NEGEMMLowpOutputStage _cell_to_forget_outstage; + NEArithmeticAddition _accumulate_input_recurrent_forget; + NEArithmeticAddition _accumulate_cell_forget; + NEActivationLayer _forget_gate_sigmoid; + NEGEMMLowpMatrixMultiplyCore _mm_input_to_cell; + NEGEMMLowpOutputStage _input_to_cell_outstage; + NEGEMMLowpMatrixMultiplyCore _mm_recurrent_to_cell; + NEGEMMLowpOutputStage _recurrent_to_cell_outstage; + NEArithmeticAddition _accumulate_input_recurrent_modulation; + NEActivationLayer _cell_gate_tanh; + NEArithmeticSubtraction _input_gate_sub; + NEGEMMLowpMatrixMultiplyCore _mm_input_to_input; + NEGEMMLowpOutputStage _input_to_input_outstage; + NEGEMMLowpMatrixMultiplyCore _mm_recurrent_to_input; + NEGEMMLowpOutputStage _recurrent_to_input_outstage; + NEArithmeticAddition _accumulate_input_recurrent_input; + NEPixelWiseMultiplication _pixelwise_mul_cell_to_input; + NEGEMMLowpOutputStage _cell_to_input_outstage; + NEArithmeticAddition _accumulate_cell_input; + NEActivationLayer _input_gate_sigmoid; + NEPixelWiseMultiplication _pixelwise_mul_forget_cell; + NEPixelWiseMultiplication _pixelwise_mul_input_cell; + NEArithmeticAddition _add_forget_cell; + NEActivationLayer _cell_clip; + NEGEMMLowpMatrixMultiplyCore _mm_input_to_output; + NEGEMMLowpOutputStage _input_to_output_outstage; + NEGEMMLowpMatrixMultiplyCore _mm_recurrent_to_output; + NEGEMMLowpOutputStage _recurrent_to_output_outstage; + NEArithmeticAddition _accumulate_input_recurrent_output; + NEPixelWiseMultiplication _pixelwise_mul_cell_to_output; + NEGEMMLowpOutputStage _cell_to_output_outstage; + NEArithmeticAddition _accumulate_cell_to_output; + NEActivationLayer _output_gate_sigmoid; + NEActivationLayer _hidden_tanh; + NEPixelWiseMultiplication _pixelwise_mul_hidden; + NEGEMMLowpOutputStage _hidden_outstage; + NEGEMMLowpMatrixMultiplyCore _mm_projection; + NEGEMMLowpOutputStage _projection_outstage; + NEArithmeticAddition _accumulate_projection; + NEActivationLayer _projection_clip; TensorCopyKernel _projection_bias_copy; TensorCopyKernel _projection_output_to_accumulate_copy; |